Conducts RSA model comparisons and sorts parcels into groups with different coding profiles. Displays results.
## TODO
## - results to tables
## - revise intro
## - TOST procedures
library(here)
## here() starts at C:/Users/mcf/Box/global/proj/stroop-rsa
library(knitr)
library(magrittr)
library(dplyr)
##
## Attaching package: 'dplyr'
## The following objects are masked from 'package:stats':
##
## filter, lag
## The following objects are masked from 'package:base':
##
## intersect, setdiff, setequal, union
library(data.table)
##
## Attaching package: 'data.table'
## The following objects are masked from 'package:dplyr':
##
## between, first, last
library(ggplot2)
library(mikeutils)
library(doParallel)
## Warning: package 'doParallel' was built under R version 3.6.2
## Loading required package: foreach
## Warning: package 'foreach' was built under R version 3.6.2
## Loading required package: iterators
## Warning: package 'iterators' was built under R version 3.6.2
## Loading required package: parallel
library(foreach)
library(gifti)
## Warning: package 'gifti' was built under R version 3.6.2
source(here("code", "strings.R"))
source(here("code", "read_atlases.R"))
par(mar = c(0, 0, 0, 0))
atlas.key$mmp$X <- NULL
atlas.key$gordon$X <- NULL
atlas.key$mmp[atlas.key$mmp$hemi == "L", "num.roi"] <- atlas.key$mmp$num.roi[atlas.key$mmp$hemi == "L"] + 180
atlas.key$mmp[atlas.key$mmp$hemi == "R", "num.roi"] <- atlas.key$mmp$num.roi[atlas.key$mmp$hemi == "R"] - 180
## underlay images
hcp <- list(
L = readGIfTI(
file.path(dir.atlas, "surf", "HCP_S1200_GroupAvg_v1", "S1200.L.inflated_MSMAll.32k_fs_LR.surf.gii")
),
R = readGIfTI(
file.path(dir.atlas, "surf", "HCP_S1200_GroupAvg_v1", "S1200.R.inflated_MSMAll.32k_fs_LR.surf.gii")
)
)
## MMP template for defining masks
mmp <- list(
L = read_gifti2matrix(file.path(dir.atlas, "MMP_surface", "mmpL.func.gii")) %>% c,
R = read_gifti2matrix(file.path(dir.atlas, "MMP_surface", "mmpR.func.gii")) %>% c
)
plot_surface <- function (
overlay,
underlay = hcp,
hues = colorspace::diverging_hcl(501, palette = "Blue-Red"),
pos.lims = c(0, 1),
neg.lims = NULL,
facet.names = c("left_lateral", "left_medial", "right_lateral", "right_medial"),
dims = c(1, 4),
facet.params
) {
is.bad.type <- !all(is.list(overlay) | is.list(underlay) | is.character(facet.names) | is.numeric(dims))
if (is.bad.type) stop("input(s) of wrong type")
if (any(length(overlay) != 2, length(underlay) != 2)) stop("over/underlay not of length 2")
if (any(vapply(underlay, class, character(1)) != "gifti")) stop("bad image classes")
if (any(!names(c(overlay, underlay)) %in% c("L", "R"))) stop("over / underlay names not %in% c('L', 'R')")
if (any(!facet.names %in% c("left_lateral", "left_medial", "right_lateral", "right_medial"))) {
stop("bad facet.names")
}
if (length(dims) != 2) stop("length(dims) != 2")
if (prod(dims) != length(facet.names)) stop("prod(dims) != length(facet.names)")
if (!missing(facet.params)) {
are.bad.facet.params <- any(
!is.list(facet.params),
!unique(vapply(facet.params, length, numeric(1))) == 2,
!length(facet.params) == length(facet.names),
!names(facet.params) %in% c("left_lateral", "left_medial", "right_lateral", "right_medial"),
!unique(c(vapply(facet.params, names, character(2)))) %in% c("theta", "phi")
)
if (are.bad.facet.params) stop("bad facet.params")
}
if (missing(facet.params)) {
facet.params <- list(
right_medial = c(theta = 270, phi = 0),
right_lateral = c(theta = 90, phi = 0),
left_medial = c(theta = 90, phi = 0),
left_lateral = c(theta = 270, phi = 0)
)
}
if (length(pos.lims) == 0) {
overlay$L[overlay$L >= 0] <- NA
overlay$R[overlay$R >= 0] <- NA
} else {
overlay$L[overlay$L > pos.lims[2] | (overlay$L <= pos.lims[1] & overlay$L > 0)] <- NA
overlay$R[overlay$R > pos.lims[2] | (overlay$R <= pos.lims[1] & overlay$R > 0)] <- NA
}
if (length(neg.lims) == 0) {
overlay$L[overlay$L < 0] <- NA
overlay$R[overlay$R < 0] <- NA
} else {
overlay$L[overlay$L < neg.lims[2] | (overlay$L > neg.lims[1] & overlay$L < 0)] <- NA
overlay$R[overlay$R < neg.lims[2] | (overlay$R > neg.lims[1] & overlay$R < 0)] <- NA
}
lim <- vapply(overlay, range, na.rm = TRUE, numeric(2))
lim <- c(min(lim[, 1]), max(lim[, 2]))
triangles <- lapply(underlay, function(.) c(t(.[["data"]][["triangle"]])) + 1)
indices <- lapply(triangles, function(.) .[seq(1, length(.), 3)])
pointsets <- lapply(underlay, function(.) .[["data"]][["pointset"]])
values <- overlay
coords <- list(L = pointsets$L[triangles$L, ], R = pointsets$R[triangles$R, ])
values <- list(L = values$L[indices$L], R = values$R[indices$R])
par(mfrow = dims)
for (facet.i in facet.names) {
hemi.i <- switch(grepl("right", facet.i) + 1, "L", "R")
plot3D::triangle3D(
tri = coords[[hemi.i]],
colvar = values[[hemi.i]],
theta = facet.params[[facet.i]]["theta"],
phi = facet.params[[facet.i]]["phi"],
ltheta = facet.params[[facet.i]]["theta"],
lphi = facet.params[[facet.i]]["phi"],
zlim = c(-60, 90),
d = 6,
resfac = 0.01,
bty = "n",
colkey = FALSE,
col = hues,
# clim = lim,
facets = FALSE
)
}
}
build.overlay <- function (values, overlay = mmp) {
out <- setNames(vector("list", 2), c("L", "R"))
for (hemi.i in c("L", "R")) {
rois <- atlas.key$mmp[atlas.key$mmp$hemi == hemi.i, "num.roi"]
overlay.i <- overlay[[hemi.i]]
for (roi.i in rois) {
overlay.i[overlay.i == roi.i] <- values[roi.i]
out[[hemi.i]] <- overlay.i
}
}
out
}
description
the tdic model: \[
rank(\textbf{r}) \sim
\textbf{x}_{\text{targt}}\beta_{\text{targt}} +
\textbf{x}_{\text{distr}}\beta_{\text{distr}} +
\textbf{x}_{\text{incon}}\beta_{\text{incon}} +
\textbf{x}_{\text{congr}}\beta_{\text{congr}}
\]
- rank transformed response variable
- coefficients standardized (betas)
- subjects as random effect for all inferential tests
stats.subjs.tdic <- fread(
here("out", "rsa", "stats", paste0("subjs_pro_bias_acc-only_mmp_pearson_residual_glm-tdic.csv"))
)
stats.subjs.tdic <- stats.subjs.tdic[is.analysis.group == TRUE & y == "rank", ] ## EXCLUDE HELD OUT SUBJECTS!
stats.subjs.tdic <- stats.subjs.tdic[, "coef" := NULL]
params.interest <- c("target", "distractor", "incongruency")
stats.subjs.tdic %<>% full_join(atlas.key$mmp, by = "roi")
1. task coding analysis: test each regressor against zero (baseline)
code
- wilcoxon sign-rank test on estimated betas
- per parcel and model
- one-sided (greater than zero)
- p-values FDR corrected across all ROIs (bilateral), within each regressor
## get stats
stats.group.tdic <- stats.subjs.tdic %>%
group_by(num.roi, model, param) %>%
summarize(
v = wilcox.test(beta, alternative = "greater")$statistic,
p = wilcox.test(beta, alternative = "greater")$p.value,
beta = tanh(mean(atanh(beta))), ## must be last in this summarize()
) %>%
mutate(p.fdr = p.adjust(p, method = "fdr"), p.holm = p.adjust(p, method = "holm")) %>%
ungroup
# stats.group.tdic %<>% select(roi, community, param, v, p, beta, p.fdr, p.holm)
stats.group.tdic %<>% full_join(atlas.key$mmp, by = "num.roi") %>% as.data.table
results
unthresholded maps
These values represent a (standardized) contrast of within-group correlations (e.g., within target correlations) against between-group correlations (i.e., between items with no common target, distractor, or congruency status).
rois.targt <- stats.group.tdic[param == "target" & p.fdr < 0.05, roi]
rois.distr <- stats.group.tdic[param == "distractor" & p.fdr < 0.05, roi]
rois.incon <- stats.group.tdic[param == "incongruency" & p.fdr < 0.05, roi]
## for brains
overlay.tdic.incon <- build.overlay(stats.group.tdic[stats.group.tdic$param == "incongruency"]$beta)
overlay.tdic.congr <- build.overlay(stats.group.tdic[stats.group.tdic$param == "congruency"]$beta)
overlay.tdic.targt <- build.overlay(stats.group.tdic[stats.group.tdic$param == "target"]$beta)
overlay.tdic.distr <- build.overlay(stats.group.tdic[stats.group.tdic$param == "distractor"]$beta)
target coding
Betas:
plot_surface(build.overlay(stats.group.tdic[stats.group.tdic$param == "incongruency"]$beta))

plot_surface(build.overlay(stats.group.tdic[stats.group.tdic$param == "congruency"]$beta))

plot_surface(build.overlay(stats.group.tdic[stats.group.tdic$param == "target"]$beta))

plot_surface(build.overlay(stats.group.tdic[stats.group.tdic$param == "distractor"]$beta))

test statistics (sum of sign ranks):
plot_surface(build.overlay(stats.group.tdic[stats.group.tdic$param == "incongruency"]$v))

plot_surface(build.overlay(stats.group.tdic[stats.group.tdic$param == "congruency"]$v))

plot_surface(build.overlay(stats.group.tdic[stats.group.tdic$param == "target"]$v))

plot_surface(build.overlay(stats.group.tdic[stats.group.tdic$param == "distractor"]$v))

Sorted (descending) by beta.
kable(
stats.group.tdic[param == "target" & roi %in% rois.targt] %>% arrange(-beta),
format = "html",
digits = 2
)
|
num.roi
|
model
|
param
|
v
|
p
|
beta
|
p.fdr
|
p.holm
|
roi
|
hemi
|
community
|
community.short
|
|
189
|
tdic
|
target
|
1108
|
0.00
|
0.08
|
0.00
|
0.00
|
3b_L
|
L
|
somatosensory and motor cortex
|
M1 and S1
|
|
233
|
tdic
|
target
|
1009
|
0.00
|
0.07
|
0.00
|
0.00
|
3a_L
|
L
|
somatosensory and motor cortex
|
M1 and S1
|
|
188
|
tdic
|
target
|
1097
|
0.00
|
0.07
|
0.00
|
0.00
|
4_L
|
L
|
somatosensory and motor cortex
|
M1 and S1
|
|
9
|
tdic
|
target
|
1047
|
0.00
|
0.06
|
0.00
|
0.00
|
3b_R
|
R
|
somatosensory and motor cortex
|
M1 and S1
|
|
8
|
tdic
|
target
|
1049
|
0.00
|
0.06
|
0.00
|
0.00
|
4_R
|
R
|
somatosensory and motor cortex
|
M1 and S1
|
|
280
|
tdic
|
target
|
1033
|
0.00
|
0.06
|
0.00
|
0.00
|
OP4_L
|
L
|
posterior opercular cortex
|
pOperc
|
|
56
|
tdic
|
target
|
969
|
0.00
|
0.05
|
0.00
|
0.00
|
6v_R
|
R
|
premotor cortex
|
PM
|
|
10
|
tdic
|
target
|
1063
|
0.00
|
0.05
|
0.00
|
0.00
|
FEF_R
|
R
|
premotor cortex
|
PM
|
|
83
|
tdic
|
target
|
971
|
0.00
|
0.05
|
0.00
|
0.00
|
p9-46v_R
|
R
|
dorsolateral prefrontal cortex
|
dlPFC
|
|
124
|
tdic
|
target
|
936
|
0.00
|
0.05
|
0.00
|
0.00
|
PBelt_R
|
R
|
early auditory cortex
|
early aud.
|
|
327
|
tdic
|
target
|
1008
|
0.00
|
0.05
|
0.00
|
0.00
|
PFop_L
|
L
|
inferior parietal cortex
|
iP
|
|
350
|
tdic
|
target
|
978
|
0.00
|
0.05
|
0.00
|
0.00
|
p10p_L
|
L
|
orbital and polar frontal cortex
|
oFC and pFC
|
|
192
|
tdic
|
target
|
976
|
0.00
|
0.05
|
0.00
|
0.00
|
55b_L
|
L
|
premotor cortex
|
PM
|
|
63
|
tdic
|
target
|
912
|
0.00
|
0.05
|
0.00
|
0.00
|
8BM_R
|
R
|
anterior cingulate and medial prefrontal cortex
|
aCC and mPFC
|
|
349
|
tdic
|
target
|
952
|
0.00
|
0.05
|
0.00
|
0.00
|
FOP5_L
|
L
|
insular and frontal opercular cortex
|
insular and FO
|
|
37
|
tdic
|
target
|
977
|
0.00
|
0.05
|
0.00
|
0.00
|
5mv_R
|
R
|
paracentral lobular and mid cingulate cortex
|
PL and mid cing.
|
|
308
|
tdic
|
target
|
942
|
0.00
|
0.05
|
0.00
|
0.00
|
STSda_L
|
L
|
auditory association cortex
|
aud. assoc.
|
|
218
|
tdic
|
target
|
953
|
0.00
|
0.05
|
0.00
|
0.00
|
23c_L
|
L
|
posterior cingulate cortex
|
pCC
|
|
195
|
tdic
|
target
|
970
|
0.00
|
0.05
|
0.00
|
0.00
|
POS2_L
|
L
|
posterior cingulate cortex
|
pCC
|
|
169
|
tdic
|
target
|
889
|
0.00
|
0.05
|
0.01
|
0.01
|
FOP5_R
|
R
|
insular and frontal opercular cortex
|
insular and FO
|
|
108
|
tdic
|
target
|
938
|
0.00
|
0.05
|
0.00
|
0.00
|
FOP4_R
|
R
|
insular and frontal opercular cortex
|
insular and FO
|
|
117
|
tdic
|
target
|
945
|
0.00
|
0.05
|
0.00
|
0.00
|
AIP_R
|
R
|
superior parietal cortex
|
sP
|
|
73
|
tdic
|
target
|
974
|
0.00
|
0.05
|
0.00
|
0.00
|
8C_R
|
R
|
dorsolateral prefrontal cortex
|
dlPFC
|
|
43
|
tdic
|
target
|
937
|
0.00
|
0.05
|
0.00
|
0.00
|
SCEF_R
|
R
|
paracentral lobular and mid cingulate cortex
|
PL and mid cing.
|
|
99
|
tdic
|
target
|
963
|
0.00
|
0.04
|
0.00
|
0.00
|
43_R
|
R
|
posterior opercular cortex
|
pOperc
|
|
109
|
tdic
|
target
|
957
|
0.00
|
0.04
|
0.00
|
0.00
|
MI_R
|
R
|
insular and frontal opercular cortex
|
insular and FO
|
|
81
|
tdic
|
target
|
904
|
0.00
|
0.04
|
0.01
|
0.01
|
IFSp_R
|
R
|
inferior frontal cortex
|
iFC
|
|
354
|
tdic
|
target
|
978
|
0.00
|
0.04
|
0.00
|
0.00
|
LBelt_L
|
L
|
early auditory cortex
|
early aud.
|
|
79
|
tdic
|
target
|
893
|
0.00
|
0.04
|
0.01
|
0.01
|
IFJa_R
|
R
|
inferior frontal cortex
|
iFC
|
|
53
|
tdic
|
target
|
993
|
0.00
|
0.04
|
0.00
|
0.00
|
3a_R
|
R
|
somatosensory and motor cortex
|
M1 and S1
|
|
187
|
tdic
|
target
|
982
|
0.00
|
0.04
|
0.00
|
0.00
|
V8_L
|
L
|
ventral stream visual cortex
|
v vis.
|
|
12
|
tdic
|
target
|
965
|
0.00
|
0.04
|
0.00
|
0.00
|
55b_R
|
R
|
premotor cortex
|
PM
|
|
216
|
tdic
|
target
|
934
|
0.00
|
0.04
|
0.00
|
0.00
|
5m_L
|
L
|
paracentral lobular and mid cingulate cortex
|
PL and mid cing.
|
|
251
|
tdic
|
target
|
919
|
0.00
|
0.04
|
0.00
|
0.00
|
9p_L
|
L
|
dorsolateral prefrontal cortex
|
dlPFC
|
|
3
|
tdic
|
target
|
981
|
0.00
|
0.04
|
0.00
|
0.00
|
V6_R
|
R
|
dorsal stream visual cortex
|
d vis.
|
|
257
|
tdic
|
target
|
985
|
0.00
|
0.04
|
0.00
|
0.00
|
a47r_L
|
L
|
orbital and polar frontal cortex
|
oFC and pFC
|
|
146
|
tdic
|
target
|
943
|
0.00
|
0.04
|
0.00
|
0.00
|
IP0_R
|
R
|
inferior parietal cortex
|
iP
|
|
78
|
tdic
|
target
|
932
|
0.00
|
0.04
|
0.00
|
0.00
|
6r_R
|
R
|
premotor cortex
|
PM
|
|
15
|
tdic
|
target
|
928
|
0.00
|
0.04
|
0.00
|
0.00
|
POS2_R
|
R
|
posterior cingulate cortex
|
pCC
|
|
227
|
tdic
|
target
|
947
|
0.00
|
0.04
|
0.00
|
0.00
|
7PC_L
|
L
|
superior parietal cortex
|
sP
|
|
147
|
tdic
|
target
|
989
|
0.00
|
0.04
|
0.00
|
0.00
|
PFop_R
|
R
|
inferior parietal cortex
|
iP
|
|
85
|
tdic
|
target
|
877
|
0.00
|
0.04
|
0.02
|
0.02
|
a9-46v_R
|
R
|
dorsolateral prefrontal cortex
|
dlPFC
|
|
234
|
tdic
|
target
|
949
|
0.00
|
0.04
|
0.00
|
0.00
|
6d_L
|
L
|
premotor cortex
|
PM
|
|
179
|
tdic
|
target
|
950
|
0.00
|
0.04
|
0.00
|
0.00
|
a32pr_R
|
R
|
anterior cingulate and medial prefrontal cortex
|
aCC and mPFC
|
|
91
|
tdic
|
target
|
1000
|
0.00
|
0.04
|
0.00
|
0.00
|
11l_R
|
R
|
orbital and polar frontal cortex
|
oFC and pFC
|
|
303
|
tdic
|
target
|
963
|
0.00
|
0.04
|
0.00
|
0.00
|
STGa_L
|
L
|
auditory association cortex
|
aud. assoc.
|
|
232
|
tdic
|
target
|
927
|
0.00
|
0.04
|
0.00
|
0.00
|
2_L
|
L
|
somatosensory and motor cortex
|
M1 and S1
|
|
294
|
tdic
|
target
|
885
|
0.00
|
0.04
|
0.01
|
0.01
|
FOP3_L
|
L
|
insular and frontal opercular cortex
|
insular and FO
|
|
173
|
tdic
|
target
|
943
|
0.00
|
0.04
|
0.00
|
0.00
|
MBelt_R
|
R
|
early auditory cortex
|
early aud.
|
|
128
|
tdic
|
target
|
989
|
0.00
|
0.04
|
0.00
|
0.00
|
STSda_R
|
R
|
auditory association cortex
|
aud. assoc.
|
|
343
|
tdic
|
target
|
935
|
0.00
|
0.04
|
0.00
|
0.00
|
VVC_L
|
L
|
ventral stream visual cortex
|
v vis.
|
|
145
|
tdic
|
target
|
915
|
0.00
|
0.04
|
0.00
|
0.00
|
IP1_R
|
R
|
inferior parietal cortex
|
iP
|
|
175
|
tdic
|
target
|
945
|
0.00
|
0.04
|
0.00
|
0.00
|
A4_R
|
R
|
auditory association cortex
|
aud. assoc.
|
|
131
|
tdic
|
target
|
937
|
0.00
|
0.04
|
0.00
|
0.00
|
TGd_R
|
R
|
lateral temporal cortex
|
lT
|
|
271
|
tdic
|
target
|
1004
|
0.00
|
0.04
|
0.00
|
0.00
|
11l_L
|
L
|
orbital and polar frontal cortex
|
oFC and pFC
|
|
220
|
tdic
|
target
|
891
|
0.00
|
0.04
|
0.01
|
0.01
|
24dd_L
|
L
|
paracentral lobular and mid cingulate cortex
|
PL and mid cing.
|
|
284
|
tdic
|
target
|
870
|
0.00
|
0.04
|
0.02
|
0.02
|
RI_L
|
L
|
early auditory cortex
|
early aud.
|
|
285
|
tdic
|
target
|
966
|
0.00
|
0.04
|
0.00
|
0.00
|
PFcm_L
|
L
|
posterior opercular cortex
|
pOperc
|
|
44
|
tdic
|
target
|
933
|
0.00
|
0.04
|
0.00
|
0.00
|
6ma_R
|
R
|
paracentral lobular and mid cingulate cortex
|
PL and mid cing.
|
|
47
|
tdic
|
target
|
957
|
0.00
|
0.04
|
0.00
|
0.00
|
7PC_R
|
R
|
superior parietal cortex
|
sP
|
|
144
|
tdic
|
target
|
875
|
0.00
|
0.04
|
0.02
|
0.02
|
IP2_R
|
R
|
inferior parietal cortex
|
iP
|
|
132
|
tdic
|
target
|
882
|
0.00
|
0.04
|
0.01
|
0.01
|
TE1a_R
|
R
|
lateral temporal cortex
|
lT
|
|
302
|
tdic
|
target
|
872
|
0.00
|
0.04
|
0.02
|
0.02
|
PeEc_L
|
L
|
medial temporal cortex
|
mT
|
|
114
|
tdic
|
target
|
908
|
0.00
|
0.04
|
0.01
|
0.01
|
FOP3_R
|
R
|
insular and frontal opercular cortex
|
insular and FO
|
|
163
|
tdic
|
target
|
906
|
0.00
|
0.04
|
0.01
|
0.01
|
VVC_R
|
R
|
ventral stream visual cortex
|
v vis.
|
|
35
|
tdic
|
target
|
889
|
0.00
|
0.04
|
0.01
|
0.01
|
31pv_R
|
R
|
posterior cingulate cortex
|
pCC
|
|
274
|
tdic
|
target
|
903
|
0.00
|
0.04
|
0.01
|
0.01
|
47s_L
|
L
|
orbital and polar frontal cortex
|
oFC and pFC
|
|
190
|
tdic
|
target
|
893
|
0.00
|
0.04
|
0.01
|
0.01
|
FEF_L
|
L
|
premotor cortex
|
PM
|
|
311
|
tdic
|
target
|
905
|
0.00
|
0.04
|
0.01
|
0.01
|
TGd_L
|
L
|
lateral temporal cortex
|
lT
|
|
60
|
tdic
|
target
|
917
|
0.00
|
0.04
|
0.00
|
0.00
|
p32pr_R
|
R
|
anterior cingulate and medial prefrontal cortex
|
aCC and mPFC
|
|
100
|
tdic
|
target
|
907
|
0.00
|
0.04
|
0.01
|
0.01
|
OP4_R
|
R
|
posterior opercular cortex
|
pOperc
|
|
235
|
tdic
|
target
|
909
|
0.00
|
0.04
|
0.01
|
0.01
|
6mp_L
|
L
|
paracentral lobular and mid cingulate cortex
|
PL and mid cing.
|
|
62
|
tdic
|
target
|
906
|
0.00
|
0.04
|
0.01
|
0.01
|
d32_R
|
R
|
anterior cingulate and medial prefrontal cortex
|
aCC and mPFC
|
|
236
|
tdic
|
target
|
931
|
0.00
|
0.04
|
0.00
|
0.00
|
6v_L
|
L
|
premotor cortex
|
PM
|
|
286
|
tdic
|
target
|
883
|
0.00
|
0.04
|
0.01
|
0.01
|
PoI2_L
|
L
|
insular and frontal opercular cortex
|
insular and FO
|
|
206
|
tdic
|
target
|
878
|
0.00
|
0.04
|
0.01
|
0.02
|
SFL_L
|
L
|
dorsolateral prefrontal cortex
|
dlPFC
|
|
263
|
tdic
|
target
|
847
|
0.01
|
0.04
|
0.02
|
0.04
|
p9-46v_L
|
L
|
dorsolateral prefrontal cortex
|
dlPFC
|
|
172
|
tdic
|
target
|
951
|
0.00
|
0.04
|
0.00
|
0.00
|
TGv_R
|
R
|
lateral temporal cortex
|
lT
|
|
304
|
tdic
|
target
|
902
|
0.00
|
0.04
|
0.01
|
0.01
|
PBelt_L
|
L
|
early auditory cortex
|
early aud.
|
|
142
|
tdic
|
target
|
923
|
0.00
|
0.04
|
0.00
|
0.00
|
DVT_R
|
R
|
posterior cingulate cortex
|
pCC
|
|
157
|
tdic
|
target
|
872
|
0.00
|
0.04
|
0.02
|
0.02
|
FST_R
|
R
|
MT+ complex and neighbors
|
MT+
|
|
199
|
tdic
|
target
|
933
|
0.00
|
0.04
|
0.00
|
0.00
|
V3B_L
|
L
|
dorsal stream visual cortex
|
d vis.
|
|
255
|
tdic
|
target
|
899
|
0.00
|
0.04
|
0.01
|
0.01
|
45_L
|
L
|
inferior frontal cortex
|
iFC
|
|
314
|
tdic
|
target
|
886
|
0.00
|
0.04
|
0.01
|
0.01
|
TE2a_L
|
L
|
lateral temporal cortex
|
lT
|
|
297
|
tdic
|
target
|
879
|
0.00
|
0.03
|
0.01
|
0.01
|
AIP_L
|
L
|
superior parietal cortex
|
sP
|
|
256
|
tdic
|
target
|
935
|
0.00
|
0.03
|
0.00
|
0.00
|
47l_L
|
L
|
inferior frontal cortex
|
iFC
|
|
149
|
tdic
|
target
|
912
|
0.00
|
0.03
|
0.00
|
0.00
|
PFm_R
|
R
|
inferior parietal cortex
|
iP
|
|
291
|
tdic
|
target
|
883
|
0.00
|
0.03
|
0.01
|
0.01
|
AVI_L
|
L
|
insular and frontal opercular cortex
|
insular and FO
|
|
41
|
tdic
|
target
|
884
|
0.00
|
0.03
|
0.01
|
0.01
|
24dv_R
|
R
|
paracentral lobular and mid cingulate cortex
|
PL and mid cing.
|
|
330
|
tdic
|
target
|
920
|
0.00
|
0.03
|
0.00
|
0.00
|
PGi_L
|
L
|
inferior parietal cortex
|
iP
|
|
282
|
tdic
|
target
|
910
|
0.00
|
0.03
|
0.01
|
0.01
|
OP2-3_L
|
L
|
posterior opercular cortex
|
pOperc
|
|
312
|
tdic
|
target
|
869
|
0.01
|
0.03
|
0.02
|
0.02
|
TE1a_L
|
L
|
lateral temporal cortex
|
lT
|
|
348
|
tdic
|
target
|
845
|
0.01
|
0.03
|
0.04
|
0.04
|
Ig_L
|
L
|
insular and frontal opercular cortex
|
insular and FO
|
|
336
|
tdic
|
target
|
908
|
0.00
|
0.03
|
0.01
|
0.01
|
V4t_L
|
L
|
MT+ complex and neighbors
|
MT+
|
|
51
|
tdic
|
target
|
847
|
0.01
|
0.03
|
0.04
|
0.04
|
1_R
|
R
|
somatosensory and motor cortex
|
M1 and S1
|
|
74
|
tdic
|
target
|
895
|
0.00
|
0.03
|
0.01
|
0.01
|
44_R
|
R
|
inferior frontal cortex
|
iFC
|
|
68
|
tdic
|
target
|
879
|
0.00
|
0.03
|
0.01
|
0.01
|
8Ad_R
|
R
|
dorsolateral prefrontal cortex
|
dlPFC
|
|
223
|
tdic
|
target
|
956
|
0.00
|
0.03
|
0.00
|
0.00
|
SCEF_L
|
L
|
paracentral lobular and mid cingulate cortex
|
PL and mid cing.
|
|
316
|
tdic
|
target
|
882
|
0.00
|
0.03
|
0.01
|
0.01
|
TE2p_L
|
L
|
lateral temporal cortex
|
lT
|
|
229
|
tdic
|
target
|
892
|
0.00
|
0.03
|
0.01
|
0.01
|
VIP_L
|
L
|
superior parietal cortex
|
sP
|
|
319
|
tdic
|
target
|
885
|
0.00
|
0.03
|
0.01
|
0.01
|
TPOJ1_L
|
L
|
tempo-parieto-occipital junction
|
TPOJ
|
|
337
|
tdic
|
target
|
878
|
0.00
|
0.03
|
0.02
|
0.02
|
FST_L
|
L
|
MT+ complex and neighbors
|
MT+
|
|
80
|
tdic
|
target
|
865
|
0.01
|
0.03
|
0.02
|
0.02
|
IFJp_R
|
R
|
inferior frontal cortex
|
iFC
|
|
93
|
tdic
|
target
|
871
|
0.00
|
0.03
|
0.02
|
0.02
|
OFC_R
|
R
|
orbital and polar frontal cortex
|
oFC and pFC
|
|
11
|
tdic
|
target
|
836
|
0.01
|
0.03
|
0.04
|
0.05
|
PEF_R
|
R
|
premotor cortex
|
PM
|
|
352
|
tdic
|
target
|
840
|
0.01
|
0.03
|
0.05
|
0.05
|
TGv_L
|
L
|
lateral temporal cortex
|
lT
|
|
28
|
tdic
|
target
|
857
|
0.01
|
0.03
|
0.03
|
0.03
|
STV_R
|
R
|
tempo-parieto-occipital junction
|
TPOJ
|
|
270
|
tdic
|
target
|
874
|
0.00
|
0.03
|
0.02
|
0.02
|
10pp_L
|
L
|
orbital and polar frontal cortex
|
oFC and pFC
|
|
48
|
tdic
|
target
|
835
|
0.01
|
0.03
|
0.03
|
0.05
|
LIPv_R
|
R
|
superior parietal cortex
|
sP
|
|
351
|
tdic
|
target
|
864
|
0.01
|
0.03
|
0.02
|
0.02
|
p47r_L
|
L
|
inferior frontal cortex
|
iFC
|
|
184
|
tdic
|
target
|
857
|
0.01
|
0.03
|
0.01
|
0.02
|
V2_L
|
L
|
early visual cortex
|
early vis.
|
|
196
|
tdic
|
target
|
880
|
0.00
|
0.03
|
0.01
|
0.01
|
V7_L
|
L
|
dorsal stream visual cortex
|
d vis.
|
|
217
|
tdic
|
target
|
862
|
0.01
|
0.03
|
0.02
|
0.02
|
5mv_L
|
L
|
paracentral lobular and mid cingulate cortex
|
PL and mid cing.
|
|
191
|
tdic
|
target
|
857
|
0.01
|
0.03
|
0.02
|
0.03
|
PEF_L
|
L
|
premotor cortex
|
PM
|
|
287
|
tdic
|
target
|
899
|
0.00
|
0.03
|
0.01
|
0.01
|
TA2_L
|
L
|
auditory association cortex
|
aud. assoc.
|
|
279
|
tdic
|
target
|
905
|
0.00
|
0.03
|
0.01
|
0.01
|
43_L
|
L
|
posterior opercular cortex
|
pOperc
|
|
178
|
tdic
|
target
|
858
|
0.01
|
0.03
|
0.03
|
0.03
|
PI_R
|
R
|
insular and frontal opercular cortex
|
insular and FO
|
|
40
|
tdic
|
target
|
855
|
0.01
|
0.03
|
0.02
|
0.03
|
24dd_R
|
R
|
paracentral lobular and mid cingulate cortex
|
PL and mid cing.
|
|
259
|
tdic
|
target
|
834
|
0.01
|
0.03
|
0.03
|
0.04
|
IFJa_L
|
L
|
inferior frontal cortex
|
iFC
|
|
25
|
tdic
|
target
|
856
|
0.01
|
0.03
|
0.03
|
0.03
|
PSL_R
|
R
|
tempo-parieto-occipital junction
|
TPOJ
|
|
252
|
tdic
|
target
|
879
|
0.00
|
0.03
|
0.01
|
0.01
|
10d_L
|
L
|
orbital and polar frontal cortex
|
oFC and pFC
|
|
154
|
tdic
|
target
|
845
|
0.01
|
0.03
|
0.04
|
0.04
|
VMV3_R
|
R
|
ventral stream visual cortex
|
v vis.
|
|
289
|
tdic
|
target
|
941
|
0.00
|
0.03
|
0.00
|
0.00
|
MI_L
|
L
|
insular and frontal opercular cortex
|
insular and FO
|
|
293
|
tdic
|
target
|
882
|
0.00
|
0.03
|
0.01
|
0.01
|
FOP1_L
|
L
|
posterior opercular cortex
|
pOperc
|
|
67
|
tdic
|
target
|
864
|
0.01
|
0.03
|
0.02
|
0.02
|
8Av_R
|
R
|
dorsolateral prefrontal cortex
|
dlPFC
|
|
27
|
tdic
|
target
|
845
|
0.01
|
0.03
|
0.04
|
0.04
|
PCV_R
|
R
|
posterior cingulate cortex
|
pCC
|
|
70
|
tdic
|
target
|
858
|
0.01
|
0.03
|
0.03
|
0.03
|
8BL_R
|
R
|
dorsolateral prefrontal cortex
|
dlPFC
|
|
66
|
tdic
|
target
|
891
|
0.00
|
0.03
|
0.01
|
0.01
|
47m_R
|
R
|
orbital and polar frontal cortex
|
oFC and pFC
|
|
242
|
tdic
|
target
|
896
|
0.00
|
0.03
|
0.01
|
0.01
|
d32_L
|
L
|
anterior cingulate and medial prefrontal cortex
|
aCC and mPFC
|
|
102
|
tdic
|
target
|
837
|
0.01
|
0.03
|
0.05
|
0.05
|
OP2-3_R
|
R
|
posterior opercular cortex
|
pOperc
|
|
125
|
tdic
|
target
|
847
|
0.01
|
0.03
|
0.04
|
0.04
|
A5_R
|
R
|
auditory association cortex
|
aud. assoc.
|
|
185
|
tdic
|
target
|
856
|
0.01
|
0.03
|
0.01
|
0.02
|
V3_L
|
L
|
early visual cortex
|
early vis.
|
|
152
|
tdic
|
target
|
899
|
0.00
|
0.03
|
0.01
|
0.01
|
V6A_R
|
R
|
dorsal stream visual cortex
|
d vis.
|
|
248
|
tdic
|
target
|
874
|
0.00
|
0.03
|
0.02
|
0.02
|
8Ad_L
|
L
|
dorsolateral prefrontal cortex
|
dlPFC
|
|
269
|
tdic
|
target
|
868
|
0.01
|
0.03
|
0.02
|
0.02
|
a10p_L
|
L
|
orbital and polar frontal cortex
|
oFC and pFC
|
|
198
|
tdic
|
target
|
872
|
0.00
|
0.03
|
0.02
|
0.02
|
FFC_L
|
L
|
ventral stream visual cortex
|
v vis.
|
|
277
|
tdic
|
target
|
864
|
0.01
|
0.03
|
0.02
|
0.02
|
i6-8_L
|
L
|
dorsolateral prefrontal cortex
|
dlPFC
|
|
113
|
tdic
|
target
|
885
|
0.00
|
0.03
|
0.01
|
0.01
|
FOP1_R
|
R
|
posterior opercular cortex
|
pOperc
|
|
281
|
tdic
|
target
|
851
|
0.01
|
0.03
|
0.03
|
0.03
|
OP1_L
|
L
|
posterior opercular cortex
|
pOperc
|
|
288
|
tdic
|
target
|
916
|
0.00
|
0.03
|
0.00
|
0.00
|
FOP4_L
|
L
|
insular and frontal opercular cortex
|
insular and FO
|
|
129
|
tdic
|
target
|
856
|
0.01
|
0.03
|
0.03
|
0.03
|
STSdp_R
|
R
|
auditory association cortex
|
aud. assoc.
|
|
264
|
tdic
|
target
|
855
|
0.01
|
0.03
|
0.03
|
0.03
|
46_L
|
L
|
dorsolateral prefrontal cortex
|
dlPFC
|
|
42
|
tdic
|
target
|
855
|
0.01
|
0.03
|
0.03
|
0.03
|
7AL_R
|
R
|
superior parietal cortex
|
sP
|
|
89
|
tdic
|
target
|
928
|
0.00
|
0.03
|
0.00
|
0.00
|
a10p_R
|
R
|
orbital and polar frontal cortex
|
oFC and pFC
|
|
111
|
tdic
|
target
|
890
|
0.00
|
0.03
|
0.01
|
0.01
|
AVI_R
|
R
|
insular and frontal opercular cortex
|
insular and FO
|
|
59
|
tdic
|
target
|
897
|
0.00
|
0.03
|
0.01
|
0.01
|
a24pr_R
|
R
|
anterior cingulate and medial prefrontal cortex
|
aCC and mPFC
|
|
65
|
tdic
|
target
|
850
|
0.01
|
0.03
|
0.03
|
0.03
|
10r_R
|
R
|
anterior cingulate and medial prefrontal cortex
|
aCC and mPFC
|
|
243
|
tdic
|
target
|
821
|
0.02
|
0.03
|
0.04
|
0.06
|
8BM_L
|
L
|
anterior cingulate and medial prefrontal cortex
|
aCC and mPFC
|
|
96
|
tdic
|
target
|
930
|
0.00
|
0.03
|
0.00
|
0.00
|
6a_R
|
R
|
premotor cortex
|
PM
|
|
317
|
tdic
|
target
|
869
|
0.01
|
0.03
|
0.02
|
0.02
|
PHT_L
|
L
|
lateral temporal cortex
|
lT
|
|
318
|
tdic
|
target
|
848
|
0.01
|
0.03
|
0.04
|
0.04
|
PH_L
|
L
|
MT+ complex and neighbors
|
MT+
|
|
258
|
tdic
|
target
|
850
|
0.01
|
0.03
|
0.03
|
0.03
|
6r_L
|
L
|
premotor cortex
|
PM
|
|
332
|
tdic
|
target
|
854
|
0.01
|
0.03
|
0.03
|
0.03
|
V6A_L
|
L
|
dorsal stream visual cortex
|
d vis.
|
|
231
|
tdic
|
target
|
853
|
0.01
|
0.03
|
0.03
|
0.03
|
1_L
|
L
|
somatosensory and motor cortex
|
M1 and S1
|
|
107
|
tdic
|
target
|
882
|
0.00
|
0.03
|
0.01
|
0.01
|
TA2_R
|
R
|
auditory association cortex
|
aud. assoc.
|
|
150
|
tdic
|
target
|
867
|
0.01
|
0.03
|
0.02
|
0.02
|
PGi_R
|
R
|
inferior parietal cortex
|
iP
|
|
17
|
tdic
|
target
|
875
|
0.00
|
0.02
|
0.02
|
0.02
|
IPS1_R
|
R
|
dorsal stream visual cortex
|
d vis.
|
|
201
|
tdic
|
target
|
844
|
0.01
|
0.02
|
0.04
|
0.04
|
LO2_L
|
L
|
MT+ complex and neighbors
|
MT+
|
|
4
|
tdic
|
target
|
854
|
0.01
|
0.02
|
0.02
|
0.02
|
V2_R
|
R
|
early visual cortex
|
early vis.
|
|
208
|
tdic
|
target
|
876
|
0.00
|
0.02
|
0.02
|
0.02
|
STV_L
|
L
|
tempo-parieto-occipital junction
|
TPOJ
|
|
305
|
tdic
|
target
|
851
|
0.01
|
0.02
|
0.03
|
0.03
|
A5_L
|
L
|
auditory association cortex
|
aud. assoc.
|
|
262
|
tdic
|
target
|
854
|
0.01
|
0.02
|
0.03
|
0.03
|
IFSa_L
|
L
|
inferior frontal cortex
|
iFC
|
|
23
|
tdic
|
target
|
842
|
0.01
|
0.02
|
0.04
|
0.04
|
MT_R
|
R
|
MT+ complex and neighbors
|
MT+
|
|
254
|
tdic
|
target
|
818
|
0.02
|
0.02
|
0.04
|
0.06
|
44_L
|
L
|
inferior frontal cortex
|
iFC
|
|
101
|
tdic
|
target
|
851
|
0.01
|
0.02
|
0.03
|
0.03
|
OP1_R
|
R
|
posterior opercular cortex
|
pOperc
|
|
18
|
tdic
|
target
|
862
|
0.01
|
0.02
|
0.02
|
0.02
|
FFC_R
|
R
|
ventral stream visual cortex
|
v vis.
|
|
273
|
tdic
|
target
|
856
|
0.01
|
0.02
|
0.03
|
0.03
|
OFC_L
|
L
|
orbital and polar frontal cortex
|
oFC and pFC
|
|
135
|
tdic
|
target
|
842
|
0.01
|
0.02
|
0.04
|
0.04
|
TF_R
|
R
|
lateral temporal cortex
|
lT
|
|
105
|
tdic
|
target
|
850
|
0.01
|
0.02
|
0.03
|
0.03
|
PFcm_R
|
R
|
posterior opercular cortex
|
pOperc
|
|
55
|
tdic
|
target
|
840
|
0.01
|
0.02
|
0.05
|
0.05
|
6mp_R
|
R
|
paracentral lobular and mid cingulate cortex
|
PL and mid cing.
|
distractor coding
kable(
stats.group.tdic[param == "distractor" & roi %in% rois.distr] %>% arrange(-beta),
format = "html",
digits = 2
)
incongruency coding
kable(
stats.group.tdic[param == "incongruency" & roi %in% rois.incon] %>% arrange(-beta),
format = "html",
digits = 2
)
|
num.roi
|
model
|
param
|
v
|
p
|
beta
|
p.fdr
|
p.holm
|
roi
|
hemi
|
community
|
community.short
|
|
325
|
tdic
|
incongruency
|
956
|
0.00
|
0.15
|
0.00
|
0.00
|
IP1_L
|
L
|
inferior parietal cortex
|
iP
|
|
230
|
tdic
|
incongruency
|
967
|
0.00
|
0.14
|
0.00
|
0.00
|
MIP_L
|
L
|
superior parietal cortex
|
sP
|
|
275
|
tdic
|
incongruency
|
978
|
0.00
|
0.12
|
0.00
|
0.00
|
LIPd_L
|
L
|
superior parietal cortex
|
sP
|
|
223
|
tdic
|
incongruency
|
888
|
0.00
|
0.11
|
0.01
|
0.01
|
SCEF_L
|
L
|
paracentral lobular and mid cingulate cortex
|
PL and mid cing.
|
|
146
|
tdic
|
incongruency
|
920
|
0.00
|
0.11
|
0.00
|
0.00
|
IP0_R
|
R
|
inferior parietal cortex
|
iP
|
|
297
|
tdic
|
incongruency
|
863
|
0.01
|
0.10
|
0.01
|
0.02
|
AIP_L
|
L
|
superior parietal cortex
|
sP
|
|
50
|
tdic
|
incongruency
|
868
|
0.01
|
0.10
|
0.02
|
0.02
|
MIP_R
|
R
|
superior parietal cortex
|
sP
|
|
194
|
tdic
|
incongruency
|
937
|
0.00
|
0.10
|
0.00
|
0.00
|
RSC_L
|
L
|
posterior cingulate cortex
|
pCC
|
|
224
|
tdic
|
incongruency
|
937
|
0.00
|
0.10
|
0.00
|
0.00
|
6ma_L
|
L
|
paracentral lobular and mid cingulate cortex
|
PL and mid cing.
|
|
21
|
tdic
|
incongruency
|
914
|
0.00
|
0.09
|
0.00
|
0.00
|
LO2_R
|
R
|
MT+ complex and neighbors
|
MT+
|
|
197
|
tdic
|
incongruency
|
900
|
0.00
|
0.09
|
0.01
|
0.01
|
IPS1_L
|
L
|
dorsal stream visual cortex
|
d vis.
|
|
63
|
tdic
|
incongruency
|
913
|
0.00
|
0.09
|
0.00
|
0.00
|
8BM_R
|
R
|
anterior cingulate and medial prefrontal cortex
|
aCC and mPFC
|
|
98
|
tdic
|
incongruency
|
961
|
0.00
|
0.09
|
0.00
|
0.00
|
s6-8_R
|
R
|
dorsolateral prefrontal cortex
|
dlPFC
|
|
324
|
tdic
|
incongruency
|
886
|
0.00
|
0.09
|
0.01
|
0.01
|
IP2_L
|
L
|
inferior parietal cortex
|
iP
|
|
191
|
tdic
|
incongruency
|
841
|
0.01
|
0.09
|
0.02
|
0.03
|
PEF_L
|
L
|
premotor cortex
|
PM
|
|
288
|
tdic
|
incongruency
|
847
|
0.01
|
0.09
|
0.02
|
0.03
|
FOP4_L
|
L
|
insular and frontal opercular cortex
|
insular and FO
|
|
60
|
tdic
|
incongruency
|
907
|
0.00
|
0.08
|
0.00
|
0.00
|
p32pr_R
|
R
|
anterior cingulate and medial prefrontal cortex
|
aCC and mPFC
|
|
44
|
tdic
|
incongruency
|
918
|
0.00
|
0.08
|
0.00
|
0.00
|
6ma_R
|
R
|
paracentral lobular and mid cingulate cortex
|
PL and mid cing.
|
|
157
|
tdic
|
incongruency
|
854
|
0.01
|
0.08
|
0.02
|
0.02
|
FST_R
|
R
|
MT+ complex and neighbors
|
MT+
|
|
17
|
tdic
|
incongruency
|
833
|
0.01
|
0.08
|
0.03
|
0.04
|
IPS1_R
|
R
|
dorsal stream visual cortex
|
d vis.
|
|
259
|
tdic
|
incongruency
|
890
|
0.00
|
0.08
|
0.01
|
0.01
|
IFJa_L
|
L
|
inferior frontal cortex
|
iFC
|
|
260
|
tdic
|
incongruency
|
883
|
0.00
|
0.08
|
0.01
|
0.01
|
IFJp_L
|
L
|
inferior frontal cortex
|
iFC
|
|
277
|
tdic
|
incongruency
|
815
|
0.02
|
0.07
|
0.04
|
0.07
|
i6-8_L
|
L
|
dorsolateral prefrontal cortex
|
dlPFC
|
|
179
|
tdic
|
incongruency
|
844
|
0.01
|
0.07
|
0.02
|
0.03
|
a32pr_R
|
R
|
anterior cingulate and medial prefrontal cortex
|
aCC and mPFC
|
|
243
|
tdic
|
incongruency
|
848
|
0.01
|
0.07
|
0.04
|
0.04
|
8BM_L
|
L
|
anterior cingulate and medial prefrontal cortex
|
aCC and mPFC
|
|
211
|
tdic
|
incongruency
|
838
|
0.01
|
0.07
|
0.05
|
0.05
|
POS1_L
|
L
|
posterior cingulate cortex
|
pCC
|
|
144
|
tdic
|
incongruency
|
822
|
0.02
|
0.07
|
0.04
|
0.06
|
IP2_R
|
R
|
inferior parietal cortex
|
iP
|
|
254
|
tdic
|
incongruency
|
848
|
0.01
|
0.07
|
0.04
|
0.04
|
44_L
|
L
|
inferior frontal cortex
|
iFC
|
|
40
|
tdic
|
incongruency
|
841
|
0.01
|
0.07
|
0.02
|
0.03
|
24dd_R
|
R
|
paracentral lobular and mid cingulate cortex
|
PL and mid cing.
|
|
4
|
tdic
|
incongruency
|
808
|
0.03
|
0.07
|
0.03
|
0.05
|
V2_R
|
R
|
early visual cortex
|
early vis.
|
|
206
|
tdic
|
incongruency
|
867
|
0.01
|
0.07
|
0.01
|
0.02
|
SFL_L
|
L
|
dorsolateral prefrontal cortex
|
dlPFC
|
|
263
|
tdic
|
incongruency
|
839
|
0.01
|
0.07
|
0.02
|
0.04
|
p9-46v_L
|
L
|
dorsolateral prefrontal cortex
|
dlPFC
|
|
266
|
tdic
|
incongruency
|
934
|
0.00
|
0.07
|
0.00
|
0.00
|
9-46d_L
|
L
|
dorsolateral prefrontal cortex
|
dlPFC
|
|
19
|
tdic
|
incongruency
|
851
|
0.01
|
0.07
|
0.03
|
0.03
|
V3B_R
|
R
|
dorsal stream visual cortex
|
d vis.
|
|
348
|
tdic
|
incongruency
|
814
|
0.02
|
0.06
|
0.04
|
0.07
|
Ig_L
|
L
|
insular and frontal opercular cortex
|
insular and FO
|
|
161
|
tdic
|
incongruency
|
838
|
0.01
|
0.06
|
0.05
|
0.05
|
31pd_R
|
R
|
posterior cingulate cortex
|
pCC
|
|
160
|
tdic
|
incongruency
|
876
|
0.00
|
0.06
|
0.02
|
0.02
|
VMV2_R
|
R
|
ventral stream visual cortex
|
v vis.
|
|
96
|
tdic
|
incongruency
|
828
|
0.02
|
0.06
|
0.03
|
0.05
|
6a_R
|
R
|
premotor cortex
|
PM
|
|
337
|
tdic
|
incongruency
|
852
|
0.01
|
0.06
|
0.02
|
0.02
|
FST_L
|
L
|
MT+ complex and neighbors
|
MT+
|
|
262
|
tdic
|
incongruency
|
812
|
0.02
|
0.06
|
0.05
|
0.07
|
IFSa_L
|
L
|
inferior frontal cortex
|
iFC
|
|
11
|
tdic
|
incongruency
|
823
|
0.02
|
0.06
|
0.04
|
0.05
|
PEF_R
|
R
|
premotor cortex
|
PM
|
|
48
|
tdic
|
incongruency
|
833
|
0.01
|
0.05
|
0.03
|
0.05
|
LIPv_R
|
R
|
superior parietal cortex
|
sP
|
|
154
|
tdic
|
incongruency
|
817
|
0.02
|
0.05
|
0.04
|
0.06
|
VMV3_R
|
R
|
ventral stream visual cortex
|
v vis.
|
congruency coding
kable(
stats.group.tdic[param == "congruency" & p.fdr < 0.05] %>% arrange(-beta),
format = "html",
digits = 2
)
|
num.roi
|
model
|
param
|
v
|
p
|
beta
|
p.fdr
|
p.holm
|
roi
|
hemi
|
community
|
community.short
|
|
132
|
tdic
|
congruency
|
858
|
0.01
|
0.04
|
0.01
|
0.02
|
TE1a_R
|
R
|
lateral temporal cortex
|
lT
|
2. preference analysis: pairwise comparisons
code
- paired wilcoxon sign-rank test on estimated betas
- 3 tests per parcel (t vs d, t vs i, d vs i)
- two-sided
- p-values FDR corrected across all comparisons, within each roi
## get p vals
stats.pairs.tdic <- stats.subjs.tdic %>%
filter(param %in% params.interest) %>%
group_by(roi) %>%
summarize(
out = list(
pairwise.wilcox.test(beta, param, paired = TRUE, alternative = "two.sided", p.adjust.method = "fdr")
)
)
pvals <- vapply(stats.pairs.tdic$out, function(.) .$p.value[lower.tri(diag(2), diag = TRUE)], numeric(3))
pvals <- t(pvals)
colnames(pvals) <- c("p.incon.distr", "p.targt.distr", "p.targt.incon")
stats.pairs.tdic <- as.data.frame(cbind(roi = stats.pairs.tdic$roi, pvals), stringsAsFactors = FALSE)
## get mean diffs
stats.pairs.tdic %<>% full_join(
stats.subjs.tdic %>%
filter(param %in% params.interest) %>%
group_by(roi) %>%
summarize(
b.incon.distr = tanh(mean(atanh(beta[param == "incongruency"]) - atanh(beta[param == "distractor"]))),
b.targt.distr = tanh(mean(atanh(beta[param == "target"]) - atanh(beta[param == "distractor"]))),
b.targt.incon = tanh(mean(atanh(beta[param == "target"]) - atanh(beta[param == "incongruency"]))),
),
by = "roi"
)
stats.pairs.tdic %<>% full_join(atlas.key$mmp, by = "roi") %>% as.data.table
results
Of the task coding parcels, which show preferece for certain task dimensions over others? In this section, each task dimension is considered in turn. ROIs are identified in each subsection that meet criteria for having certain representational ‘preferences’. Within each subsection, these criteria get progressively more stringent.
target
target > {distractor, 0}
rois.pref.targt.vs.distr <- stats.pairs.tdic[
roi %in% rois.targt &
p.targt.distr < 0.05 &
b.targt.distr > 0,
roi
]
# stats.group.tdic[param == "target" & roi %in% rois.pref.targt.vs.distr]
kable(
stats.pairs.tdic[roi %in% rois.pref.targt.vs.distr] %>% arrange(-b.targt.distr),
digits = 2
)
| 6v_R |
0.594236303924014 |
0.00131553065288159 |
0.127969346026179 |
0.02 |
0.06 |
0.04 |
56 |
R |
premotor cortex |
PM |
| STSda_L |
0.635904983181629 |
0.00168851288831462 |
0.0741506037283308 |
0.01 |
0.05 |
0.04 |
308 |
L |
auditory association cortex |
aud. assoc. |
| 2_L |
0.243145676906957 |
0.000857059418677864 |
0.650058760440643 |
0.05 |
0.05 |
0.01 |
232 |
L |
somatosensory and motor cortex |
M1 and S1 |
| 4_R |
0.76740362427525 |
0.00807857140661739 |
0.11730430345931 |
0.01 |
0.05 |
0.04 |
8 |
R |
somatosensory and motor cortex |
M1 and S1 |
| 55b_R |
0.0261768970338743 |
0.000159541931708418 |
0.744902481126058 |
0.05 |
0.05 |
0.00 |
12 |
R |
premotor cortex |
PM |
| 55b_L |
0.364276025653958 |
0.000718834286271175 |
0.685980614144526 |
0.04 |
0.05 |
0.01 |
192 |
L |
premotor cortex |
PM |
| p9-46v_L |
0.00552304812111437 |
0.00131553065288159 |
0.441188560378528 |
0.08 |
0.05 |
-0.03 |
263 |
L |
dorsolateral prefrontal cortex |
dlPFC |
| 8BM_R |
0.00209168218072975 |
0.00115875936906562 |
0.332701480638981 |
0.09 |
0.05 |
-0.04 |
63 |
R |
anterior cingulate and medial prefrontal cortex |
aCC and mPFC |
| IP2_R |
0.010011472868305 |
0.0018327757339307 |
0.447088119223633 |
0.08 |
0.05 |
-0.03 |
144 |
R |
inferior parietal cortex |
iP |
| 9p_L |
0.401762577305952 |
0.00115875936906562 |
0.483395709524977 |
0.04 |
0.05 |
0.01 |
251 |
L |
dorsolateral prefrontal cortex |
dlPFC |
| p9-46v_R |
0.401762577305952 |
0.0054318620948699 |
0.607989661165867 |
0.04 |
0.05 |
0.01 |
83 |
R |
dorsolateral prefrontal cortex |
dlPFC |
| 23c_L |
0.418033036960942 |
0.00143054720143354 |
0.418033036960942 |
0.03 |
0.05 |
0.02 |
218 |
L |
posterior cingulate cortex |
pCC |
| PBelt_R |
0.722613077833614 |
0.0106742392182717 |
0.0625557813486353 |
0.01 |
0.05 |
0.04 |
124 |
R |
early auditory cortex |
early aud. |
| 6v_L |
0.477237472374249 |
0.00155466203359467 |
0.296714228910537 |
0.01 |
0.05 |
0.03 |
236 |
L |
premotor cortex |
PM |
| p10p_L |
0.107361239117497 |
0.000628920327102378 |
0.5212176151805 |
0.04 |
0.05 |
0.01 |
350 |
L |
orbital and polar frontal cortex |
oFC and pFC |
| FEF_R |
0.527663479442477 |
0.00296014630200858 |
0.499052220958472 |
0.02 |
0.05 |
0.03 |
10 |
R |
premotor cortex |
PM |
| 3b_R |
0.835999695141812 |
0.00190903379233731 |
0.229863753234715 |
0.02 |
0.05 |
0.02 |
9 |
R |
somatosensory and motor cortex |
M1 and S1 |
| FEF_L |
0.527663479442477 |
0.000194510832145056 |
0.527663479442477 |
0.04 |
0.05 |
0.00 |
190 |
L |
premotor cortex |
PM |
| 8BL_R |
0.0136944232702625 |
0.00486070010881079 |
0.5212176151805 |
0.07 |
0.05 |
-0.02 |
70 |
R |
dorsolateral prefrontal cortex |
dlPFC |
| VVC_L |
0.434924385008365 |
0.00296014630200858 |
0.489596040166003 |
0.04 |
0.05 |
0.01 |
343 |
L |
ventral stream visual cortex |
v vis. |
| MBelt_R |
0.882455576709727 |
0.000785165290544399 |
0.119901588887752 |
0.01 |
0.05 |
0.04 |
173 |
R |
early auditory cortex |
early aud. |
| 45_L |
0.271399958313216 |
0.000117842298330118 |
0.812970469384972 |
0.05 |
0.05 |
0.00 |
255 |
L |
inferior frontal cortex |
iFC |
| PoI2_L |
0.594236303924014 |
0.00675851784582093 |
0.401762577305952 |
0.02 |
0.05 |
0.03 |
286 |
L |
insular and frontal opercular cortex |
insular and FO |
| a9-46v_R |
0.534149002417831 |
0.000549431761378116 |
0.276332524831831 |
0.02 |
0.05 |
0.03 |
85 |
R |
dorsolateral prefrontal cortex |
dlPFC |
| POS2_R |
0.642965967726678 |
0.00162032912750121 |
0.0759428771120145 |
0.00 |
0.05 |
0.04 |
15 |
R |
posterior cingulate cortex |
pCC |
| TE1a_R |
0.406723981611982 |
0.00700589733403234 |
0.0309399244771829 |
-0.01 |
0.05 |
0.06 |
132 |
R |
lateral temporal cortex |
lT |
| A4_R |
0.322872125703512 |
0.00700589733403234 |
0.0136944232702625 |
-0.01 |
0.04 |
0.05 |
175 |
R |
auditory association cortex |
aud. assoc. |
| TGd_R |
0.495838146245763 |
0.00224378782629131 |
0.495838146245763 |
0.02 |
0.04 |
0.03 |
131 |
R |
lateral temporal cortex |
lT |
| TE2p_L |
0.685980614144526 |
0.0020702701839781 |
0.521695672359833 |
0.02 |
0.04 |
0.02 |
316 |
L |
lateral temporal cortex |
lT |
| Ig_L |
0.0498985591166825 |
0.0139881561500417 |
0.459018352174951 |
0.07 |
0.04 |
-0.03 |
348 |
L |
insular and frontal opercular cortex |
insular and FO |
| TE1a_L |
0.790098960861137 |
0.00243041119823673 |
0.139389328040478 |
0.00 |
0.04 |
0.05 |
312 |
L |
lateral temporal cortex |
lT |
| 8Ad_L |
0.238656671768938 |
0.00101923004924487 |
0.693252604522478 |
0.06 |
0.04 |
-0.01 |
248 |
L |
dorsolateral prefrontal cortex |
dlPFC |
| AIP_R |
0.453031469070215 |
0.00836871095637903 |
0.453031469070215 |
0.04 |
0.04 |
0.01 |
117 |
R |
superior parietal cortex |
sP |
| PeEc_L |
0.790098960861137 |
0.0086681305944758 |
0.291520429358215 |
0.01 |
0.04 |
0.03 |
302 |
L |
medial temporal cortex |
mT |
| MI_R |
0.16462468685218 |
0.0041833643614595 |
0.874680881437659 |
0.05 |
0.04 |
-0.01 |
109 |
R |
insular and frontal opercular cortex |
insular and FO |
| STSda_R |
0.797704125217873 |
0.00468269564897739 |
0.154775784251305 |
0.00 |
0.04 |
0.04 |
128 |
R |
auditory association cortex |
aud. assoc. |
| 8C_R |
0.462720645697724 |
0.00468269564897739 |
0.607989661165867 |
0.03 |
0.04 |
0.01 |
73 |
R |
dorsolateral prefrontal cortex |
dlPFC |
| AIP_L |
0.0103356597389546 |
0.00962465345302732 |
0.289949590005577 |
0.11 |
0.04 |
-0.07 |
297 |
L |
superior parietal cortex |
sP |
| MI_L |
0.421448898121099 |
0.00359236833459065 |
0.642965967726678 |
0.03 |
0.04 |
0.01 |
289 |
L |
insular and frontal opercular cortex |
insular and FO |
| V4t_L |
0.382706152330751 |
0.00675851784582093 |
0.587412423440188 |
0.03 |
0.04 |
0.01 |
336 |
L |
MT+ complex and neighbors |
MT+ |
| TE2a_L |
0.76740362427525 |
0.00807857140661739 |
0.0815343247329796 |
-0.01 |
0.04 |
0.05 |
314 |
L |
lateral temporal cortex |
lT |
| OP4_R |
0.429521796251873 |
0.0144607565390196 |
0.0741506037283308 |
0.00 |
0.04 |
0.04 |
100 |
R |
posterior opercular cortex |
pOperc |
| FOP5_R |
0.707879541796597 |
0.00486070010881079 |
0.261727866669187 |
0.03 |
0.04 |
0.01 |
169 |
R |
insular and frontal opercular cortex |
insular and FO |
| SCEF_R |
0.382706152330751 |
0.0187797000521499 |
0.905843557195151 |
0.05 |
0.04 |
-0.01 |
43 |
R |
paracentral lobular and mid cingulate cortex |
PL and mid cing. |
| 7PC_L |
0.587412423440188 |
0.00332613550827787 |
0.358271068342701 |
0.02 |
0.04 |
0.02 |
227 |
L |
superior parietal cortex |
sP |
| AVI_R |
0.373889623041155 |
0.00296014630200858 |
0.373889623041155 |
0.05 |
0.04 |
-0.01 |
111 |
R |
insular and frontal opercular cortex |
insular and FO |
| LBelt_L |
0.568870874393673 |
0.0126514586952489 |
0.77494803999209 |
0.04 |
0.04 |
0.00 |
354 |
L |
early auditory cortex |
early aud. |
| 1_L |
0.358271068342701 |
0.0099638054822826 |
0.744902481126058 |
0.04 |
0.04 |
0.00 |
231 |
L |
somatosensory and motor cortex |
M1 and S1 |
| IFSp_R |
0.573872618298729 |
0.0206713194779091 |
0.544969755691135 |
0.02 |
0.04 |
0.02 |
81 |
R |
inferior frontal cortex |
iFC |
| OFC_R |
0.671522532970055 |
0.0154485931542681 |
0.340668776719838 |
0.01 |
0.04 |
0.03 |
93 |
R |
orbital and polar frontal cortex |
oFC and pFC |
| 44_L |
0.00481232672651366 |
0.00468269564897739 |
0.156152999092271 |
0.08 |
0.04 |
-0.05 |
254 |
L |
inferior frontal cortex |
iFC |
| FOP3_L |
0.506529793801608 |
0.0381315757834244 |
0.913658411817487 |
0.04 |
0.04 |
0.00 |
294 |
L |
insular and frontal opercular cortex |
insular and FO |
| V8_L |
0.730018289938958 |
0.00504477493269562 |
0.469845984669979 |
0.02 |
0.04 |
0.01 |
187 |
L |
ventral stream visual cortex |
v vis. |
| 5m_L |
0.4011373299121 |
0.0309399244771829 |
0.0309399244771829 |
-0.02 |
0.04 |
0.05 |
216 |
L |
paracentral lobular and mid cingulate cortex |
PL and mid cing. |
| PGi_L |
0.568870874393673 |
0.00726136134331768 |
0.671522532970055 |
0.04 |
0.04 |
0.00 |
330 |
L |
inferior parietal cortex |
iP |
| 6d_L |
0.421448898121099 |
0.0206713194779091 |
0.952840962910774 |
0.03 |
0.04 |
0.01 |
234 |
L |
premotor cortex |
PM |
| 46_L |
0.678737063263331 |
0.000248153925696215 |
0.352335010992951 |
0.02 |
0.04 |
0.01 |
264 |
L |
dorsolateral prefrontal cortex |
dlPFC |
| p32pr_R |
0.0103356597389546 |
0.000895221768992372 |
0.150372683231776 |
0.08 |
0.04 |
-0.05 |
60 |
R |
anterior cingulate and medial prefrontal cortex |
aCC and mPFC |
| VVC_R |
0.715233289306152 |
0.00402792235858485 |
0.491644998528772 |
0.02 |
0.04 |
0.02 |
163 |
R |
ventral stream visual cortex |
v vis. |
| IFJa_L |
0.0181839932651471 |
0.028473158410673 |
0.103183856167536 |
0.08 |
0.04 |
-0.05 |
259 |
L |
inferior frontal cortex |
iFC |
| V6A_R |
0.373889623041155 |
0.00836871095637903 |
0.0981071332377344 |
-0.01 |
0.04 |
0.04 |
152 |
R |
dorsal stream visual cortex |
d vis. |
| TGd_L |
0.976410360440696 |
0.0328641068893028 |
0.281329901983478 |
0.00 |
0.04 |
0.03 |
311 |
L |
lateral temporal cortex |
lT |
| d32_R |
0.185773118769406 |
0.00962465345302732 |
0.929311998594734 |
0.05 |
0.04 |
-0.01 |
62 |
R |
anterior cingulate and medial prefrontal cortex |
aCC and mPFC |
| OP1_L |
0.171456006756825 |
0.0086681305944758 |
1 |
0.04 |
0.04 |
0.00 |
281 |
L |
posterior opercular cortex |
pOperc |
| FOP1_R |
0.76740362427525 |
0.011429440448687 |
0.593394252830127 |
0.02 |
0.04 |
0.01 |
113 |
R |
posterior opercular cortex |
pOperc |
| 5mv_R |
0.921481471832507 |
0.0234532496057156 |
0.119901588887752 |
0.00 |
0.03 |
0.03 |
37 |
R |
paracentral lobular and mid cingulate cortex |
PL and mid cing. |
| A5_R |
0.347797114906555 |
0.0438476298050858 |
0.0438476298050858 |
-0.03 |
0.03 |
0.06 |
125 |
R |
auditory association cortex |
aud. assoc. |
| FOP3_R |
0.685980614144526 |
0.00752513833375446 |
0.685980614144526 |
0.03 |
0.03 |
0.01 |
114 |
R |
insular and frontal opercular cortex |
insular and FO |
| FST_R |
0.0450056195900164 |
0.0450056195900164 |
0.255137434887168 |
0.07 |
0.03 |
-0.04 |
157 |
R |
MT+ complex and neighbors |
MT+ |
| 11l_R |
0.373889623041155 |
0.0135293000675887 |
0.0427148764544416 |
-0.01 |
0.03 |
0.05 |
91 |
R |
orbital and polar frontal cortex |
oFC and pFC |
| STGa_L |
0.635904983181629 |
0.0292759879295428 |
0.0292759879295428 |
0.00 |
0.03 |
0.03 |
303 |
L |
auditory association cortex |
aud. assoc. |
| PI_R |
0.388988507740729 |
0.00373257790508319 |
0.976410360440696 |
0.03 |
0.03 |
0.00 |
178 |
R |
insular and frontal opercular cortex |
insular and FO |
| OFC_L |
0.234229498638406 |
0.0220237128856873 |
0.913658411817487 |
0.05 |
0.03 |
-0.02 |
273 |
L |
orbital and polar frontal cortex |
oFC and pFC |
| PSL_R |
0.484308188555268 |
0.0416314722705025 |
0.722613077833614 |
0.03 |
0.03 |
0.00 |
25 |
R |
tempo-parieto-occipital junction |
TPOJ |
| TF_R |
0.441188560378528 |
0.0149474502438025 |
0.0689814901748278 |
-0.01 |
0.03 |
0.04 |
135 |
R |
lateral temporal cortex |
lT |
| 43_R |
0.327763332352514 |
0.016495685023191 |
0.0706704011083979 |
-0.02 |
0.03 |
0.05 |
99 |
R |
posterior opercular cortex |
pOperc |
| PFcm_L |
0.75238019179298 |
0.0106742392182717 |
0.75238019179298 |
0.03 |
0.03 |
0.01 |
285 |
L |
posterior opercular cortex |
pOperc |
| TGv_R |
0.621880562471883 |
0.0416314722705025 |
0.0741506037283308 |
0.00 |
0.03 |
0.03 |
172 |
R |
lateral temporal cortex |
lT |
| RI_L |
0.229863753234715 |
0.0392687331242811 |
0.921481471832507 |
0.04 |
0.03 |
-0.01 |
284 |
L |
early auditory cortex |
early aud. |
| SCEF_L |
0.0120990408915134 |
0.0120990408915134 |
0.050628584741343 |
0.10 |
0.03 |
-0.07 |
223 |
L |
paracentral lobular and mid cingulate cortex |
PL and mid cing. |
| PHT_L |
0.0854458048968248 |
0.0392687331242811 |
0.4011373299121 |
0.06 |
0.03 |
-0.03 |
317 |
L |
lateral temporal cortex |
lT |
| 47l_L |
0.42375505603421 |
0.0381315757834244 |
0.17495275182514 |
-0.01 |
0.03 |
0.04 |
256 |
L |
inferior frontal cortex |
iFC |
| FOP4_L |
0.034511307620317 |
0.00929583780878929 |
0.133992167727346 |
0.08 |
0.03 |
-0.06 |
288 |
L |
insular and frontal opercular cortex |
insular and FO |
| FFC_L |
0.573872618298729 |
0.011429440448687 |
0.573872618298729 |
0.03 |
0.03 |
0.00 |
198 |
L |
ventral stream visual cortex |
v vis. |
| AVI_L |
0.20894185321877 |
0.0467280391762017 |
0.671522532970055 |
0.05 |
0.03 |
-0.02 |
291 |
L |
insular and frontal opercular cortex |
insular and FO |
| OP2-3_L |
0.280965932080733 |
0.0438476298050858 |
0.0106742392182717 |
-0.01 |
0.03 |
0.04 |
282 |
L |
posterior opercular cortex |
pOperc |
| 11l_L |
0.835999695141812 |
0.0181839932651471 |
0.0689814901748278 |
0.00 |
0.03 |
0.03 |
271 |
L |
orbital and polar frontal cortex |
oFC and pFC |
| 43_L |
0.805328189287153 |
0.0300177058728686 |
0.715856208561373 |
0.01 |
0.03 |
0.01 |
279 |
L |
posterior opercular cortex |
pOperc |
target > {incongruency, 0}
rois.pref.targt.vs.incon <- stats.pairs.tdic[
roi %in% rois.targt & p.targt.incon < 0.05 & b.targt.incon > 0,
roi
]
kable(
stats.pairs.tdic[roi %in% rois.pref.targt.vs.incon] %>% arrange(-b.targt.incon),
digits = 2
)
| 3a_L |
0.109749791234787 |
3.45057059085718e-05 |
0.00131550582072393 |
-0.02 |
0.07 |
0.09 |
233 |
L |
somatosensory and motor cortex |
M1 and S1 |
| 3b_L |
0.94499248756896 |
6.9015907655512e-08 |
0.00363068067165884 |
0.01 |
0.09 |
0.09 |
189 |
L |
somatosensory and motor cortex |
M1 and S1 |
| 4_L |
0.502121699727265 |
1.02523083356232e-06 |
0.00217209876695712 |
0.00 |
0.07 |
0.08 |
188 |
L |
somatosensory and motor cortex |
M1 and S1 |
| A5_R |
0.347797114906555 |
0.0438476298050858 |
0.0438476298050858 |
-0.03 |
0.03 |
0.06 |
125 |
R |
auditory association cortex |
aud. assoc. |
| TA2_L |
0.107526090142862 |
0.0777705903016575 |
0.00359236833459065 |
-0.04 |
0.02 |
0.06 |
287 |
L |
auditory association cortex |
aud. assoc. |
| TE1a_R |
0.406723981611982 |
0.00700589733403234 |
0.0309399244771829 |
-0.01 |
0.05 |
0.06 |
132 |
R |
lateral temporal cortex |
lT |
| 5m_L |
0.4011373299121 |
0.0309399244771829 |
0.0309399244771829 |
-0.02 |
0.04 |
0.05 |
216 |
L |
paracentral lobular and mid cingulate cortex |
PL and mid cing. |
| A4_R |
0.322872125703512 |
0.00700589733403234 |
0.0136944232702625 |
-0.01 |
0.04 |
0.05 |
175 |
R |
auditory association cortex |
aud. assoc. |
| 11l_R |
0.373889623041155 |
0.0135293000675887 |
0.0427148764544416 |
-0.01 |
0.03 |
0.05 |
91 |
R |
orbital and polar frontal cortex |
oFC and pFC |
| OP2-3_L |
0.280965932080733 |
0.0438476298050858 |
0.0106742392182717 |
-0.01 |
0.03 |
0.04 |
282 |
L |
posterior opercular cortex |
pOperc |
| STGa_L |
0.635904983181629 |
0.0292759879295428 |
0.0292759879295428 |
0.00 |
0.03 |
0.03 |
303 |
L |
auditory association cortex |
aud. assoc. |
# stats.pairs.tdic[roi %in% rois.pref.targt.vs.incon]
target > {distractor, incongruency, 0}
rois.pref.targt.vs.all <- stats.pairs.tdic[
roi %in% rois.targt &
p.targt.incon < 0.05 & p.targt.distr < 0.05 &
b.targt.incon > 0 & b.targt.distr > 0,
roi
]
kable(
stats.pairs.tdic[roi %in% rois.pref.targt.vs.all],
digits = 2
)
| 11l_R |
0.373889623041155 |
0.0135293000675887 |
0.0427148764544416 |
-0.01 |
0.03 |
0.05 |
91 |
R |
orbital and polar frontal cortex |
oFC and pFC |
| 5m_L |
0.4011373299121 |
0.0309399244771829 |
0.0309399244771829 |
-0.02 |
0.04 |
0.05 |
216 |
L |
paracentral lobular and mid cingulate cortex |
PL and mid cing. |
| A4_R |
0.322872125703512 |
0.00700589733403234 |
0.0136944232702625 |
-0.01 |
0.04 |
0.05 |
175 |
R |
auditory association cortex |
aud. assoc. |
| A5_R |
0.347797114906555 |
0.0438476298050858 |
0.0438476298050858 |
-0.03 |
0.03 |
0.06 |
125 |
R |
auditory association cortex |
aud. assoc. |
| OP2-3_L |
0.280965932080733 |
0.0438476298050858 |
0.0106742392182717 |
-0.01 |
0.03 |
0.04 |
282 |
L |
posterior opercular cortex |
pOperc |
| STGa_L |
0.635904983181629 |
0.0292759879295428 |
0.0292759879295428 |
0.00 |
0.03 |
0.03 |
303 |
L |
auditory association cortex |
aud. assoc. |
| TE1a_R |
0.406723981611982 |
0.00700589733403234 |
0.0309399244771829 |
-0.01 |
0.05 |
0.06 |
132 |
R |
lateral temporal cortex |
lT |
distractor
distractor > {target, 0}
rois.pref.distr.vs.targt <- stats.pairs.tdic[
roi %in% rois.distr &
p.targt.distr < 0.05 &
b.targt.distr < 0,
roi
]
kable(
stats.pairs.tdic[roi %in% rois.pref.distr.vs.targt] %>% arrange(b.targt.distr),
digits = 2
)
distractor > {incongruency, 0}
rois.pref.distr.vs.incon <- stats.pairs.tdic[
roi %in% rois.distr &
b.incon.distr < 0.05 &
b.incon.distr < 0,
roi
]
kable(
stats.pairs.tdic[roi %in% rois.pref.distr.vs.incon] %>% arrange(b.incon.distr),
digits = 2
)
| V2_L |
0.94499248756896 |
0.692935302909813 |
0.781826422770751 |
0 |
-0.02 |
-0.02 |
184 |
L |
early visual cortex |
early vis. |
distractor > {target, incongruency, 0}
No parcels meet criteria (no parcels distractor > target).
incongruency
incongruency > {distractor, 0}
rois.pref.incon.vs.distr <- stats.pairs.tdic[
roi %in% rois.incon &
b.incon.distr < 0.05 &
b.incon.distr > 0,
roi
]
kable(
stats.pairs.tdic[roi %in% rois.pref.incon.vs.distr] %>% arrange(-b.incon.distr),
digits = 2
)
| IFSa_L |
0.421448898121099 |
0.421448898121099 |
0.42375505603421 |
0.04 |
0.01 |
-0.03 |
262 |
L |
inferior frontal cortex |
iFC |
| PEF_R |
0.533063713615793 |
0.560479793561278 |
0.560479793561278 |
0.04 |
0.02 |
-0.02 |
11 |
R |
premotor cortex |
PM |
| FST_L |
0.42375505603421 |
0.42375505603421 |
0.42375505603421 |
0.04 |
0.01 |
-0.03 |
337 |
L |
MT+ complex and neighbors |
MT+ |
| V2_R |
0.527663479442477 |
0.527663479442477 |
0.527663479442477 |
0.04 |
-0.01 |
-0.05 |
4 |
R |
early visual cortex |
early vis. |
| VMV3_R |
0.334938163090603 |
0.334938163090603 |
0.573872618298729 |
0.03 |
0.01 |
-0.02 |
154 |
R |
ventral stream visual cortex |
v vis. |
incongruency > {target, 0}
rois.pref.incon.vs.targt <- stats.pairs.tdic[
roi %in% rois.incon &
p.targt.incon < 0.05 &
b.targt.incon < 0,
roi
]
kable(
stats.pairs.tdic[roi %in% rois.pref.incon.vs.targt] %>% arrange(b.targt.incon),
digits = 2
)
| IP1_L |
0.00111042205472245 |
0.194346952905477 |
0.00179618416729532 |
0.15 |
0.01 |
-0.14 |
325 |
L |
inferior parietal cortex |
iP |
| MIP_L |
0.00153893793274129 |
0.75238019179298 |
0.00153893793274129 |
0.13 |
0.00 |
-0.13 |
230 |
L |
superior parietal cortex |
sP |
| LIPd_L |
0.00271593104743495 |
0.594236303924014 |
0.00271593104743495 |
0.11 |
0.00 |
-0.11 |
275 |
L |
superior parietal cortex |
sP |
| LO2_R |
0.00387771204241005 |
0.144753963537905 |
0.0061159045365784 |
0.10 |
0.01 |
-0.09 |
21 |
R |
MT+ complex and neighbors |
MT+ |
| IPS1_L |
0.0461892737557008 |
0.976410360440696 |
0.0461892737557008 |
0.08 |
0.00 |
-0.09 |
197 |
L |
dorsal stream visual cortex |
d vis. |
| 6ma_L |
0.00880250989403031 |
0.913658411817487 |
0.00880250989403031 |
0.09 |
0.00 |
-0.09 |
224 |
L |
paracentral lobular and mid cingulate cortex |
PL and mid cing. |
| RSC_L |
0.00700589733403234 |
0.308480430465149 |
0.0124817888372135 |
0.09 |
0.01 |
-0.08 |
194 |
L |
posterior cingulate cortex |
pCC |
| s6-8_R |
0.00143054720143354 |
0.0109547022964343 |
0.0109547022964343 |
0.09 |
0.03 |
-0.06 |
98 |
R |
dorsolateral prefrontal cortex |
dlPFC |
| 9-46d_L |
0.00198816658670253 |
0.0307928491704672 |
0.00533711960913586 |
0.08 |
0.03 |
-0.06 |
266 |
L |
dorsolateral prefrontal cortex |
dlPFC |
incongruency > {distractor, target, 0}
rois.pref.incon.vs.all <- stats.pairs.tdic[
roi %in% rois.incon &
p.targt.incon < 0.05 & b.incon.distr < 0.05 &
b.targt.incon < 0 & p.incon.distr > 0,
roi
]
kable(
stats.pairs.tdic[roi %in% rois.pref.incon.vs.all],
digits = 2
)